Daniel Pool was raised in Markham Township, York County, Ontario. It is not known where he studied to become a physician. In 1885 he relocated to the United States, settling in St. Paul's, Minnesota. The 1900 census lists marital status as single. He is a physician employing an English servant and a Swedish coachman.